Diffusion Models

TIDE: Temporal-Aware Sparse Autoencoders for Interpretable Diffusion Transformers in Image Generation AAAI 2026 Time-Aware One Step Diffusion Network for Real-World Image Super-Resolution CVPR 2026 TimeRipples: Accelerating vDiTs by Understanding the Spatio-Temporal Correlations in Latent Space CVPR 2026 Time-Series Anomaly Detection with Graph-Based Self-Supervised Learning and Foundation Models: Towards Real-World Applications AAAI 2026 TINA: Text-Free Inversion Attack for Unlearned Text-to-Image Diffusion Models CVPR 2026 T-LoRA: Single Image Diffusion Model Customization Without Overfitting AAAI 2026 TokenTrace: Multi-Concept Attribution through Watermarked Token Recovery CVPR 2026 Too Vivid to Be Real? Benchmarking and Calibrating Generative Color Fidelity CVPR 2026 TouchDream: 3D Object Completion through Imagined Touch CVPR 2026 Toward Diffusible High-Dimensional Latent Spaces: A Frequency Perspective CVPR 2026 Toward Early Quality Assessment of Text-to-Image Diffusion Models CVPR 2026 Towards Decompositional Human Motion Generation with Energy-Based Diffusion Models CVPR 2026 Towards Efficient and Effective Diffusion Language Model Inference via Semantic-Aware Adaptive Denoising ACL 2026 Towards Efficient Low-rate Image Compression with Frequency-aware Diffusion Prior Refinement AAAI 2026 Towards Fine-Grained Attribution: Instance-Aware Preference Optimization for Aligning Diffusion Models CVPR 2026 Towards GUI Agents: Vision-Language Diffusion Models for GUI Grounding CVPR 2026 Towards High-Fidelity 3D Portrait Generation with Rich Details by Cross-View Prior-Aware Diffusion AAAI 2026 Towards Highly-Constrained Human Motion Generation with Retrieval-Guided Diffusion Noise Optimization CVPR 2026 Towards High-resolution and Disentangled Reference-based Sketch Colorization CVPR 2026 Towards High Resolution Probabilistic Coastal Inundation Forecasting from Sparse Observations AAAI 2026 Towards Holistic Modeling for Video Frame Interpolation with Auto-regressive Diffusion Transformers CVPR 2026 Towards Human-Imperceptible Backdoor Attacks on Text-to-Image Diffusion Models CVPR 2026 Towards Open-Vocabulary Industrial Defect Understanding with a Large-Scale Multimodal Dataset CVPR 2026 Towards Photorealistic and Efficient Bokeh Rendering via Diffusion Framework CVPR 2026 Towards Privacy-Protected Generalized Gaze Estimation Using Diffusion Models and Domain Stability Adaptation Framework AAAI 2026